{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f2(count=3000):\n",
    "    all_stock = list(get_all_securities(types='stock').index)  #获取所有指标\n",
    "    df = history(count=3000, unit='1d',df=True, skip_paused=False, security_list='000001.XSHG' ,field = 'close', fq=None)\n",
    "    # 获取上证指数\n",
    "    df.dropna(inplace=True) # 删除控制\n",
    "    df['count'] = [len(get_fundamentals(query(valuation.code, valuation.pb_ratio).filter(valuation.pb_ratio<1),date=i))\n",
    "                       for i in df.index]\n",
    "    # 获取破净股数量\n",
    "    df['total'] = [len(get_all_securities(date=i))  for i in df.index] # 获取所有上市公司数量\n",
    "    df['lower_pb']=df['count']/df['total'] # 计算破净股比例\n",
    "    return df # 返回结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000001.XSHG</th>\n",
       "      <th>count</th>\n",
       "      <th>total</th>\n",
       "      <th>lower_pb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-08-14</th>\n",
       "      <td>2437.08</td>\n",
       "      <td>81</td>\n",
       "      <td>1597</td>\n",
       "      <td>0.050720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-08-15</th>\n",
       "      <td>2450.61</td>\n",
       "      <td>81</td>\n",
       "      <td>1597</td>\n",
       "      <td>0.050720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-08-18</th>\n",
       "      <td>2319.87</td>\n",
       "      <td>97</td>\n",
       "      <td>1598</td>\n",
       "      <td>0.060701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-08-19</th>\n",
       "      <td>2344.47</td>\n",
       "      <td>92</td>\n",
       "      <td>1598</td>\n",
       "      <td>0.057572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-08-20</th>\n",
       "      <td>2523.28</td>\n",
       "      <td>77</td>\n",
       "      <td>1598</td>\n",
       "      <td>0.048185</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            000001.XSHG  count  total  lower_pb\n",
       "2008-08-14      2437.08     81   1597  0.050720\n",
       "2008-08-15      2450.61     81   1597  0.050720\n",
       "2008-08-18      2319.87     97   1598  0.060701\n",
       "2008-08-19      2344.47     92   1598  0.057572\n",
       "2008-08-20      2523.28     77   1598  0.048185"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b=f2()\n",
    "b.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Draw_param(df,param,x='index'):\n",
    "    # 使用subplot绘制\n",
    "    fig,ax=plt.subplots(1,1,figsize=(10,6))\n",
    "    # 使用eval()函数，将字符串df。index当成有效的表达式来求职\n",
    "    ax.plot(eval('df.'+x),df['000001.XSHG'],color='b',label='上证综指')\n",
    "    # 绘制，x轴为日期，y轴为上证指数， 颜色为蓝色\n",
    "    plt.legend(loc=1)\n",
    "    # 设置图例位置\n",
    "    ax1=ax.twinx()\n",
    "    # 制作第二个\n",
    "    ax1.plot(eval('df.'+x),df[param],color='y',label=param)\n",
    "    # 绘制，x轴为日期，y轴为上证指数，颜色为黄色\n",
    "    plt.legend(loc=2)\n",
    "    #  设置图例位置\n",
    "    plt.title('%s与上证综指对比图'%param)\n",
    "    # 添加标题\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Draw_param(b,'lower_pb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "MarkDown菜单",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
